Results
sim_lu %>%
filter(lineup<=3) %>%
arrange(lineup, position, desc(pts_pred)) %>%
knitr::kable() %>%
kable_styling() %>%
column_spec(1, bold=TRUE) %>%
collapse_rows(columns = 1, valign = 'top')
|
lineup
|
Name
|
team
|
position
|
pts_base
|
pts_pred
|
sd_pts
|
Salary
|
|
1
|
Lamar Jackson
|
BAL
|
QB
|
23.31000
|
25.721315
|
1.161469
|
8900
|
|
Ezekiel Elliott
|
DAL
|
RB
|
19.64250
|
20.301426
|
0.644931
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.70750
|
17.527625
|
0.370650
|
7900
|
|
Raheem Mostert
|
SFO
|
RB
|
11.18975
|
16.960738
|
2.957787
|
6500
|
|
Cooper Kupp
|
LAR
|
WR
|
13.56200
|
14.997075
|
1.275036
|
7200
|
|
Curtis Samuel
|
CAR
|
WR
|
7.71875
|
12.942234
|
2.485579
|
5100
|
|
John Hightower
|
PHI
|
WR
|
6.83500
|
12.654904
|
2.750223
|
4800
|
|
George Kittle
|
SFO
|
TE
|
13.61770
|
14.367303
|
0.977156
|
7100
|
|
Carolina Panthers
|
CAR
|
DST
|
5.47000
|
6.856311
|
0.741300
|
3500
|
|
2
|
Patrick Mahomes
|
KCC
|
QB
|
25.04200
|
26.930638
|
1.148422
|
9000
|
|
Ezekiel Elliott
|
DAL
|
RB
|
19.64250
|
19.812373
|
0.644931
|
9000
|
|
James Robinson
|
JAC
|
RB
|
15.65500
|
15.714804
|
0.155673
|
6600
|
|
Jerick McKinnon
|
SFO
|
RB
|
14.02150
|
15.476782
|
0.963690
|
6400
|
|
Robert Woods
|
LAR
|
WR
|
13.31675
|
15.041510
|
1.401057
|
6700
|
|
Darius Slayton
|
NYG
|
WR
|
12.90500
|
13.009215
|
0.118608
|
5800
|
|
Hunter Renfrow
|
LVR
|
WR
|
9.45875
|
11.895392
|
2.200178
|
5100
|
|
George Kittle
|
SFO
|
TE
|
13.61770
|
15.837443
|
0.977156
|
7100
|
|
Arizona Cardinals
|
ARI
|
DST
|
6.72500
|
8.627821
|
1.037820
|
4200
|
|
3
|
Patrick Mahomes
|
KCC
|
QB
|
25.04200
|
26.042846
|
1.148422
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
16.40203
|
16.665144
|
1.988090
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.65500
|
15.871807
|
0.155673
|
6600
|
|
Jerick McKinnon
|
SFO
|
RB
|
14.02150
|
15.129793
|
0.963690
|
6400
|
|
Calvin Ridley
|
ATL
|
WR
|
16.13750
|
18.581459
|
2.105292
|
8300
|
|
Darius Slayton
|
NYG
|
WR
|
12.90500
|
12.790193
|
0.118608
|
5800
|
|
Tee Higgins
|
CIN
|
WR
|
9.28150
|
12.628529
|
4.477452
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.61770
|
13.905107
|
0.977156
|
7100
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
8.11000
|
9.830630
|
1.186080
|
4400
|
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu),
pct = round(lu / n_sims, 3) * 100) %>%
ggplot(aes(x = Name, y = pct, fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
sim_lu %>%
group_by(lineup) %>%
mutate(lineup_pts=sum(pts_pred)) %>%
group_by(lineup, position) %>%
mutate(n = n()) %>%
select(lineup, position, n, lineup_pts) %>%
distinct() %>%
spread(key=position, value=n) %>%
filter(RB >= 2, TE >= 1, WR >= 3) %>%
mutate(flex = case_when(RB==3 ~ 'RB',
TE==2 ~ 'TE',
WR==4 ~ 'WR')) %>%
group_by(flex) %>%
dplyr::summarize(median_pts = round(median(lineup_pts), 3),
cases = n()) %>%
knitr::kable() %>%
kable_styling(full_width = FALSE)
|
flex
|
median_pts
|
cases
|
|
RB
|
141.992
|
48261
|
|
TE
|
140.331
|
5
|
|
WR
|
143.815
|
1734
|
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd)) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs Uncertainty',
subtitle = 'Pareto Lineups Bolded')

psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
30204
|
136.76
|
4.47
|
Kyler Murray
|
ARI
|
QB
|
23.75
|
0.68
|
8300
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.83
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.38
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.79
|
0.16
|
6600
|
|
Amari Cooper
|
DAL
|
WR
|
15.68
|
0.40
|
7800
|
|
Tyler Boyd
|
CIN
|
WR
|
13.26
|
0.78
|
6000
|
|
Darius Slayton
|
NYG
|
WR
|
12.90
|
0.12
|
5800
|
|
George Kittle
|
SFO
|
TE
|
14.94
|
0.98
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.25
|
0.76
|
3500
|
|
30019
|
136.99
|
4.89
|
Patrick Mahomes
|
KCC
|
QB
|
26.71
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.46
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.60
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.46
|
0.16
|
6600
|
|
Tyreek Hill
|
KCC
|
WR
|
17.04
|
1.03
|
8200
|
|
Robert Woods
|
LAR
|
WR
|
15.79
|
1.40
|
6700
|
|
Darius Slayton
|
NYG
|
WR
|
13.23
|
0.12
|
5800
|
|
Evan Engram
|
NYG
|
TE
|
9.36
|
0.17
|
5500
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.35
|
0.27
|
3300
|
|
30817
|
137.96
|
5.26
|
Patrick Mahomes
|
KCC
|
QB
|
25.11
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.81
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.94
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.58
|
0.16
|
6600
|
|
Terry McLaurin
|
WAS
|
WR
|
14.44
|
1.16
|
6300
|
|
CeeDee Lamb
|
DAL
|
WR
|
13.89
|
1.06
|
5900
|
|
Darius Slayton
|
NYG
|
WR
|
13.11
|
0.12
|
5800
|
|
Travis Kelce
|
KCC
|
TE
|
15.56
|
0.75
|
7800
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.51
|
0.27
|
3300
|
|
25050
|
140.78
|
5.32
|
Patrick Mahomes
|
KCC
|
QB
|
26.73
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.41
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.53
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.74
|
0.16
|
6600
|
|
Cooper Kupp
|
LAR
|
WR
|
16.70
|
1.28
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
13.76
|
0.78
|
6000
|
|
Darius Slayton
|
NYG
|
WR
|
12.87
|
0.12
|
5800
|
|
George Kittle
|
SFO
|
TE
|
15.96
|
0.98
|
7100
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.08
|
0.27
|
3300
|
|
30022
|
142.47
|
6.18
|
Dak Prescott
|
DAL
|
QB
|
27.78
|
1.52
|
8700
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
18.11
|
0.37
|
7900
|
|
James Robinson
|
JAC
|
RB
|
15.63
|
0.16
|
6600
|
|
Jerick McKinnon
|
SFO
|
RB
|
14.40
|
0.96
|
6400
|
|
Tyreek Hill
|
KCC
|
WR
|
18.07
|
1.03
|
8200
|
|
Tyler Boyd
|
CIN
|
WR
|
13.70
|
0.78
|
6000
|
|
Darius Slayton
|
NYG
|
WR
|
12.94
|
0.12
|
5800
|
|
George Kittle
|
SFO
|
TE
|
15.89
|
0.98
|
7100
|
|
Atlanta Falcons
|
ATL
|
DST
|
5.95
|
0.27
|
3300
|
|
39096
|
142.57
|
Deshaun Watson
|
HOU
|
QB
|
27.45
|
1.72
|
7900
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
18.10
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.86
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.74
|
0.16
|
6600
|
|
Tyreek Hill
|
KCC
|
WR
|
17.39
|
1.03
|
8200
|
|
CeeDee Lamb
|
DAL
|
WR
|
13.05
|
1.06
|
5900
|
|
Darius Slayton
|
NYG
|
WR
|
13.19
|
0.12
|
5800
|
|
George Kittle
|
SFO
|
TE
|
14.59
|
0.98
|
7100
|
|
Jacksonville Jaguars
|
JAC
|
DST
|
7.20
|
0.52
|
3600
|
|
45145
|
142.85
|
6.25
|
Deshaun Watson
|
HOU
|
QB
|
27.77
|
1.72
|
7900
|
|
Ezekiel Elliott
|
DAL
|
RB
|
20.54
|
0.64
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.48
|
0.37
|
7900
|
|
James Robinson
|
JAC
|
RB
|
15.63
|
0.16
|
6600
|
|
Marquise Brown
|
BAL
|
WR
|
14.97
|
1.22
|
6100
|
|
Tyler Boyd
|
CIN
|
WR
|
13.39
|
0.78
|
6000
|
|
Darius Slayton
|
NYG
|
WR
|
12.79
|
0.12
|
5800
|
|
George Kittle
|
SFO
|
TE
|
14.10
|
0.98
|
7100
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.18
|
0.27
|
3300
|
|
16791
|
143.32
|
6.27
|
Patrick Mahomes
|
KCC
|
QB
|
26.01
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.75
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.61
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.71
|
0.16
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
17.98
|
1.95
|
6200
|
|
Tyler Boyd
|
CIN
|
WR
|
13.58
|
0.78
|
6000
|
|
Darius Slayton
|
NYG
|
WR
|
12.94
|
0.12
|
5800
|
|
Travis Kelce
|
KCC
|
TE
|
15.32
|
0.75
|
7800
|
|
Dallas Cowboys
|
DAL
|
DST
|
8.42
|
0.76
|
3500
|
|
38327
|
143.77
|
6.63
|
Deshaun Watson
|
HOU
|
QB
|
26.21
|
1.72
|
7900
|
|
Ezekiel Elliott
|
DAL
|
RB
|
20.47
|
0.64
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.46
|
0.37
|
7900
|
|
James Robinson
|
JAC
|
RB
|
15.59
|
0.16
|
6600
|
|
DeVante Parker
|
MIA
|
WR
|
15.55
|
1.59
|
6400
|
|
Tyler Boyd
|
CIN
|
WR
|
13.52
|
0.78
|
6000
|
|
Darius Slayton
|
NYG
|
WR
|
12.94
|
0.12
|
5800
|
|
George Kittle
|
SFO
|
TE
|
15.81
|
0.98
|
7100
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.23
|
0.27
|
3300
|
|
44373
|
145.87
|
6.70
|
Patrick Mahomes
|
KCC
|
QB
|
27.13
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.77
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
16.30
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.56
|
0.16
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
19.46
|
1.95
|
6200
|
|
Marquise Brown
|
BAL
|
WR
|
14.99
|
1.22
|
6100
|
|
Darius Slayton
|
NYG
|
WR
|
13.01
|
0.12
|
5800
|
|
Travis Kelce
|
KCC
|
TE
|
14.77
|
0.75
|
7800
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.89
|
0.76
|
3500
|
|
17985
|
145.88
|
6.93
|
Patrick Mahomes
|
KCC
|
QB
|
27.11
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.82
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.57
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.78
|
0.16
|
6600
|
|
Robert Woods
|
LAR
|
WR
|
17.05
|
1.40
|
6700
|
|
Terry McLaurin
|
WAS
|
WR
|
15.19
|
1.16
|
6300
|
|
Marquise Brown
|
BAL
|
WR
|
15.06
|
1.22
|
6100
|
|
George Kittle
|
SFO
|
TE
|
16.02
|
0.98
|
7100
|
|
Atlanta Falcons
|
ATL
|
DST
|
6.27
|
0.27
|
3300
|
|
24928
|
146.16
|
7.08
|
Patrick Mahomes
|
KCC
|
QB
|
25.88
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.28
|
0.37
|
7900
|
|
James Robinson
|
JAC
|
RB
|
15.64
|
0.16
|
6600
|
|
David Johnson
|
HOU
|
RB
|
16.12
|
1.16
|
6400
|
|
Amari Cooper
|
DAL
|
WR
|
15.90
|
0.40
|
7800
|
|
Darius Slayton
|
NYG
|
WR
|
12.95
|
0.12
|
5800
|
|
Diontae Johnson
|
PIT
|
WR
|
18.69
|
1.99
|
5800
|
|
George Kittle
|
SFO
|
TE
|
15.20
|
0.98
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
8.50
|
0.76
|
3500
|
|
29811
|
146.70
|
7.52
|
Patrick Mahomes
|
KCC
|
QB
|
26.27
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
18.05
|
0.37
|
7900
|
|
Kareem Hunt
|
CLE
|
RB
|
22.53
|
1.99
|
7000
|
|
James Robinson
|
JAC
|
RB
|
16.02
|
0.16
|
6600
|
|
Cooper Kupp
|
LAR
|
WR
|
15.66
|
1.28
|
7200
|
|
Marquise Brown
|
BAL
|
WR
|
14.16
|
1.22
|
6100
|
|
Darius Slayton
|
NYG
|
WR
|
12.69
|
0.12
|
5800
|
|
George Kittle
|
SFO
|
TE
|
15.44
|
0.98
|
7100
|
|
Atlanta Falcons
|
ATL
|
DST
|
5.88
|
0.27
|
3300
|
|
12289
|
148.33
|
7.98
|
Patrick Mahomes
|
KCC
|
QB
|
27.35
|
1.15
|
9000
|
|
Ezekiel Elliott
|
DAL
|
RB
|
20.63
|
0.64
|
9000
|
|
James Conner
|
PIT
|
RB
|
15.60
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.74
|
0.16
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
15.85
|
1.95
|
6200
|
|
Darius Slayton
|
NYG
|
WR
|
12.95
|
0.12
|
5800
|
|
Diontae Johnson
|
PIT
|
WR
|
17.18
|
1.99
|
5800
|
|
George Kittle
|
SFO
|
TE
|
16.05
|
0.98
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
6.99
|
0.76
|
3500
|
|
15005
|
148.46
|
8.05
|
Patrick Mahomes
|
KCC
|
QB
|
25.87
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
18.17
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.48
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.86
|
0.16
|
6600
|
|
Marquise Brown
|
BAL
|
WR
|
14.75
|
1.22
|
6100
|
|
Tyler Boyd
|
CIN
|
WR
|
13.51
|
0.78
|
6000
|
|
Diontae Johnson
|
PIT
|
WR
|
18.31
|
1.99
|
5800
|
|
George Kittle
|
SFO
|
TE
|
16.12
|
0.98
|
7100
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
10.40
|
1.19
|
4400
|
|
49351
|
150.00
|
8.06
|
Patrick Mahomes
|
KCC
|
QB
|
26.64
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
18.42
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.83
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.42
|
0.16
|
6600
|
|
Robert Woods
|
LAR
|
WR
|
16.08
|
1.40
|
6700
|
|
Robby Anderson
|
CAR
|
WR
|
18.54
|
1.95
|
6200
|
|
CeeDee Lamb
|
DAL
|
WR
|
15.05
|
1.06
|
5900
|
|
George Kittle
|
SFO
|
TE
|
15.17
|
0.98
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
8.85
|
0.76
|
3500
|
|
3903
|
151.40
|
9.73
|
Patrick Mahomes
|
KCC
|
QB
|
26.21
|
1.15
|
9000
|
|
Ezekiel Elliott
|
DAL
|
RB
|
20.87
|
0.64
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
17.71
|
1.99
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.67
|
0.16
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
17.80
|
1.95
|
6200
|
|
Darius Slayton
|
NYG
|
WR
|
12.89
|
0.12
|
5800
|
|
Diontae Johnson
|
PIT
|
WR
|
16.22
|
1.99
|
5800
|
|
George Kittle
|
SFO
|
TE
|
15.70
|
0.98
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
8.33
|
0.76
|
3500
|
|
3197
|
153.39
|
10.25
|
Patrick Mahomes
|
KCC
|
QB
|
26.62
|
1.15
|
9000
|
|
Ezekiel Elliott
|
DAL
|
RB
|
20.66
|
0.64
|
9000
|
|
James Robinson
|
JAC
|
RB
|
15.91
|
0.16
|
6600
|
|
Antonio Gibson
|
WAS
|
RB
|
16.43
|
1.56
|
5800
|
|
Amari Cooper
|
DAL
|
WR
|
15.80
|
0.40
|
7800
|
|
Darius Slayton
|
NYG
|
WR
|
12.67
|
0.12
|
5800
|
|
Tee Higgins
|
CIN
|
WR
|
24.30
|
4.48
|
5400
|
|
George Kittle
|
SFO
|
TE
|
13.44
|
0.98
|
7100
|
|
Dallas Cowboys
|
DAL
|
DST
|
7.56
|
0.76
|
3500
|
|
14295
|
155.67
|
11.41
|
Patrick Mahomes
|
KCC
|
QB
|
26.08
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
18.12
|
0.37
|
7900
|
|
Kareem Hunt
|
CLE
|
RB
|
18.21
|
1.99
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.68
|
0.16
|
6600
|
|
Marquise Brown
|
BAL
|
WR
|
14.29
|
1.22
|
6100
|
|
Darius Slayton
|
NYG
|
WR
|
12.85
|
0.12
|
5800
|
|
Tee Higgins
|
CIN
|
WR
|
23.31
|
4.48
|
5400
|
|
Travis Kelce
|
KCC
|
TE
|
15.84
|
0.75
|
7800
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
11.30
|
1.19
|
4400
|
|
40874
|
157.53
|
11.71
|
Patrick Mahomes
|
KCC
|
QB
|
26.36
|
1.15
|
9000
|
|
Clyde Edwards-Helaire
|
KCC
|
RB
|
17.92
|
0.37
|
7900
|
|
James Conner
|
PIT
|
RB
|
15.92
|
0.23
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.69
|
0.16
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
15.01
|
1.95
|
6200
|
|
Marquise Brown
|
BAL
|
WR
|
15.56
|
1.22
|
6100
|
|
Tee Higgins
|
CIN
|
WR
|
24.64
|
4.48
|
5400
|
|
George Kittle
|
SFO
|
TE
|
15.82
|
0.98
|
7100
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
10.61
|
1.19
|
4400
|
|
11467
|
160.56
|
13.12
|
Deshaun Watson
|
HOU
|
QB
|
28.23
|
1.72
|
7900
|
|
Ezekiel Elliott
|
DAL
|
RB
|
18.99
|
0.64
|
9000
|
|
Jonathan Taylor
|
IND
|
RB
|
17.06
|
1.47
|
7100
|
|
James Robinson
|
JAC
|
RB
|
15.96
|
0.16
|
6600
|
|
Robert Woods
|
LAR
|
WR
|
14.64
|
1.40
|
6700
|
|
Diontae Johnson
|
PIT
|
WR
|
14.46
|
1.99
|
5800
|
|
Tee Higgins
|
CIN
|
WR
|
29.25
|
4.48
|
5400
|
|
Travis Kelce
|
KCC
|
TE
|
15.26
|
0.75
|
7800
|
|
Jacksonville Jaguars
|
JAC
|
DST
|
6.72
|
0.52
|
3600
|
|
31655
|
162.18
|
14.31
|
Deshaun Watson
|
HOU
|
QB
|
25.30
|
1.72
|
7900
|
|
Ezekiel Elliott
|
DAL
|
RB
|
19.52
|
0.64
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
20.35
|
1.99
|
7000
|
|
James Robinson
|
JAC
|
RB
|
15.80
|
0.16
|
6600
|
|
Robby Anderson
|
CAR
|
WR
|
15.53
|
1.95
|
6200
|
|
Marquise Brown
|
BAL
|
WR
|
14.11
|
1.22
|
6100
|
|
Tee Higgins
|
CIN
|
WR
|
27.11
|
4.48
|
5400
|
|
George Kittle
|
SFO
|
TE
|
14.51
|
0.98
|
7100
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
9.94
|
1.19
|
4400
|